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  "name": ""
 },
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  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Original `matplotlib` code"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\"\"\"\n",
      "Example of creating a radar chart (a.k.a. a spider or star chart) [1]_.\n",
      "\n",
      "Although this example allows a frame of either 'circle' or 'polygon', polygon\n",
      "frames don't have proper gridlines (the lines are circles instead of polygons).\n",
      "It's possible to get a polygon grid by setting GRIDLINE_INTERPOLATION_STEPS in\n",
      "matplotlib.axis to the desired number of vertices, but the orientation of the\n",
      "polygon is not aligned with the radial axes.\n",
      "\n",
      ".. [1] http://en.wikipedia.org/wiki/Radar_chart\n",
      "\"\"\"\n",
      "import numpy as np\n",
      "\n",
      "import matplotlib.pyplot as plt\n",
      "from matplotlib.path import Path\n",
      "from matplotlib.spines import Spine\n",
      "from matplotlib.projections.polar import PolarAxes\n",
      "from matplotlib.projections import register_projection\n",
      "\n",
      "\n",
      "def radar_factory(num_vars, frame='circle'):\n",
      "    \"\"\"Create a radar chart with `num_vars` axes.\n",
      "\n",
      "    This function creates a RadarAxes projection and registers it.\n",
      "\n",
      "    Parameters\n",
      "    ----------\n",
      "    num_vars : int\n",
      "        Number of variables for radar chart.\n",
      "    frame : {'circle' | 'polygon'}\n",
      "        Shape of frame surrounding axes.\n",
      "\n",
      "    \"\"\"\n",
      "    # calculate evenly-spaced axis angles\n",
      "    theta = 2*np.pi * np.linspace(0, 1-1./num_vars, num_vars)\n",
      "    # rotate theta such that the first axis is at the top\n",
      "    theta += np.pi/2\n",
      "\n",
      "    def draw_poly_patch(self):\n",
      "        verts = unit_poly_verts(theta)\n",
      "        return plt.Polygon(verts, closed=True, edgecolor='k')\n",
      "\n",
      "    def draw_circle_patch(self):\n",
      "        # unit circle centered on (0.5, 0.5)\n",
      "        return plt.Circle((0.5, 0.5), 0.5)\n",
      "\n",
      "    patch_dict = {'polygon': draw_poly_patch, 'circle': draw_circle_patch}\n",
      "    if frame not in patch_dict:\n",
      "        raise ValueError('unknown value for `frame`: %s' % frame)\n",
      "\n",
      "    class RadarAxes(PolarAxes):\n",
      "\n",
      "        name = 'radar'\n",
      "        # use 1 line segment to connect specified points\n",
      "        RESOLUTION = 1\n",
      "        # define draw_frame method\n",
      "        draw_patch = patch_dict[frame]\n",
      "\n",
      "        def fill(self, *args, **kwargs):\n",
      "            \"\"\"Override fill so that line is closed by default\"\"\"\n",
      "            closed = kwargs.pop('closed', True)\n",
      "            return super(RadarAxes, self).fill(closed=closed, *args, **kwargs)\n",
      "\n",
      "        def plot(self, *args, **kwargs):\n",
      "            \"\"\"Override plot so that line is closed by default\"\"\"\n",
      "            lines = super(RadarAxes, self).plot(*args, **kwargs)\n",
      "            for line in lines:\n",
      "                self._close_line(line)\n",
      "\n",
      "        def _close_line(self, line):\n",
      "            x, y = line.get_data()\n",
      "            # FIXME: markers at x[0], y[0] get doubled-up\n",
      "            if x[0] != x[-1]:\n",
      "                x = np.concatenate((x, [x[0]]))\n",
      "                y = np.concatenate((y, [y[0]]))\n",
      "                line.set_data(x, y)\n",
      "\n",
      "        def set_varlabels(self, labels):\n",
      "            self.set_thetagrids(theta * 180/np.pi, labels)\n",
      "\n",
      "        def _gen_axes_patch(self):\n",
      "            return self.draw_patch()\n",
      "\n",
      "        def _gen_axes_spines(self):\n",
      "            if frame == 'circle':\n",
      "                return PolarAxes._gen_axes_spines(self)\n",
      "            # The following is a hack to get the spines (i.e. the axes frame)\n",
      "            # to draw correctly for a polygon frame.\n",
      "\n",
      "            # spine_type must be 'left', 'right', 'top', 'bottom', or `circle`.\n",
      "            spine_type = 'circle'\n",
      "            verts = unit_poly_verts(theta)\n",
      "            # close off polygon by repeating first vertex\n",
      "            verts.append(verts[0])\n",
      "            path = Path(verts)\n",
      "\n",
      "            spine = Spine(self, spine_type, path)\n",
      "            spine.set_transform(self.transAxes)\n",
      "            return {'polar': spine}\n",
      "\n",
      "    register_projection(RadarAxes)\n",
      "    return theta\n",
      "\n",
      "\n",
      "def unit_poly_verts(theta):\n",
      "    \"\"\"Return vertices of polygon for subplot axes.\n",
      "\n",
      "    This polygon is circumscribed by a unit circle centered at (0.5, 0.5)\n",
      "    \"\"\"\n",
      "    x0, y0, r = [0.5] * 3\n",
      "    verts = [(r*np.cos(t) + x0, r*np.sin(t) + y0) for t in theta]\n",
      "    return verts\n",
      "\n",
      "\n",
      "def example_data():\n",
      "    #The following data is from the Denver Aerosol Sources and Health study.\n",
      "    #See  doi:10.1016/j.atmosenv.2008.12.017\n",
      "    #\n",
      "    #The data are pollution source profile estimates for five modeled pollution\n",
      "    #sources (e.g., cars, wood-burning, etc) that emit 7-9 chemical species.\n",
      "    #The radar charts are experimented with here to see if we can nicely\n",
      "    #visualize how the modeled source profiles change across four scenarios:\n",
      "    #  1) No gas-phase species present, just seven particulate counts on\n",
      "    #     Sulfate\n",
      "    #     Nitrate\n",
      "    #     Elemental Carbon (EC)\n",
      "    #     Organic Carbon fraction 1 (OC)\n",
      "    #     Organic Carbon fraction 2 (OC2)\n",
      "    #     Organic Carbon fraction 3 (OC3)\n",
      "    #     Pyrolized Organic Carbon (OP)\n",
      "    #  2)Inclusion of gas-phase specie carbon monoxide (CO)\n",
      "    #  3)Inclusion of gas-phase specie ozone (O3).\n",
      "    #  4)Inclusion of both gas-phase speciesis present...\n",
      "    data = {\n",
      "        'column names':\n",
      "            ['Sulfate', 'Nitrate', 'EC', 'OC1', 'OC2', 'OC3', 'OP', 'CO',\n",
      "             'O3'],\n",
      "        'Basecase':\n",
      "            [[0.88, 0.01, 0.03, 0.03, 0.00, 0.06, 0.01, 0.00, 0.00],\n",
      "             [0.07, 0.95, 0.04, 0.05, 0.00, 0.02, 0.01, 0.00, 0.00],\n",
      "             [0.01, 0.02, 0.85, 0.19, 0.05, 0.10, 0.00, 0.00, 0.00],\n",
      "             [0.02, 0.01, 0.07, 0.01, 0.21, 0.12, 0.98, 0.00, 0.00],\n",
      "             [0.01, 0.01, 0.02, 0.71, 0.74, 0.70, 0.00, 0.00, 0.00]],\n",
      "        'With CO':\n",
      "            [[0.88, 0.02, 0.02, 0.02, 0.00, 0.05, 0.00, 0.05, 0.00],\n",
      "             [0.08, 0.94, 0.04, 0.02, 0.00, 0.01, 0.12, 0.04, 0.00],\n",
      "             [0.01, 0.01, 0.79, 0.10, 0.00, 0.05, 0.00, 0.31, 0.00],\n",
      "             [0.00, 0.02, 0.03, 0.38, 0.31, 0.31, 0.00, 0.59, 0.00],\n",
      "             [0.02, 0.02, 0.11, 0.47, 0.69, 0.58, 0.88, 0.00, 0.00]],\n",
      "        'With O3':\n",
      "            [[0.89, 0.01, 0.07, 0.00, 0.00, 0.05, 0.00, 0.00, 0.03],\n",
      "             [0.07, 0.95, 0.05, 0.04, 0.00, 0.02, 0.12, 0.00, 0.00],\n",
      "             [0.01, 0.02, 0.86, 0.27, 0.16, 0.19, 0.00, 0.00, 0.00],\n",
      "             [0.01, 0.03, 0.00, 0.32, 0.29, 0.27, 0.00, 0.00, 0.95],\n",
      "             [0.02, 0.00, 0.03, 0.37, 0.56, 0.47, 0.87, 0.00, 0.00]],\n",
      "        'CO & O3':\n",
      "            [[0.87, 0.01, 0.08, 0.00, 0.00, 0.04, 0.00, 0.00, 0.01],\n",
      "             [0.09, 0.95, 0.02, 0.03, 0.00, 0.01, 0.13, 0.06, 0.00],\n",
      "             [0.01, 0.02, 0.71, 0.24, 0.13, 0.16, 0.00, 0.50, 0.00],\n",
      "             [0.01, 0.03, 0.00, 0.28, 0.24, 0.23, 0.00, 0.44, 0.88],\n",
      "             [0.02, 0.00, 0.18, 0.45, 0.64, 0.55, 0.86, 0.00, 0.16]]}\n",
      "    return data\n",
      "\n",
      "\n",
      "if __name__ == '__main__':\n",
      "    N = 9\n",
      "    theta = radar_factory(N, frame='polygon')\n",
      "\n",
      "    data = example_data()\n",
      "    spoke_labels = data.pop('column names')\n",
      "\n",
      "    fig = plt.figure(figsize=(9, 9))\n",
      "    fig.subplots_adjust(wspace=0.25, hspace=0.20, top=0.85, bottom=0.05)\n",
      "\n",
      "    colors = ['b', 'r', 'g', 'm', 'y']\n",
      "    # Plot the four cases from the example data on separate axes\n",
      "    for n, title in enumerate(data.keys()):\n",
      "        ax = fig.add_subplot(2, 2, n+1, projection='radar')\n",
      "        plt.rgrids([0.2, 0.4, 0.6, 0.8])\n",
      "        ax.set_title(title, weight='bold', size='medium', position=(0.5, 1.1),\n",
      "                     horizontalalignment='center', verticalalignment='center')\n",
      "        for d, color in zip(data[title], colors):\n",
      "            ax.plot(theta, d, color=color)\n",
      "            ax.fill(theta, d, facecolor=color, alpha=0.25)\n",
      "        ax.set_varlabels(spoke_labels)\n",
      "\n",
      "    # add legend relative to top-left plot\n",
      "    plt.subplot(2, 2, 1)\n",
      "    labels = ('Factor 1', 'Factor 2', 'Factor 3', 'Factor 4', 'Factor 5')\n",
      "    legend = plt.legend(labels, loc=(0.9, .95), labelspacing=0.1)\n",
      "    plt.setp(legend.get_texts(), fontsize='small')\n",
      "\n",
      "    plt.figtext(0.5, 0.965, '5-Factor Solution Profiles Across Four Scenarios',\n",
      "                ha='center', color='black', weight='bold', size='large')\n",
      "    plt.show()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hoaG4desWsrKy8Pnnn6NWrVrir6CPSU9PR/v27VG/fn00bdoUFSpUwN9//w0A6NKlCwDg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bUioUjuqEbASQI/czZ0eedwPyEcupbTUCYUIab8CZbG7cVHUT8ijVWE2UGTkPLZWfw5bSs+9B2P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\nViq/0s8RMICdnbVO1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mPI5fqJmDYyMuL++29DIBBgbn7lD23mzCndyqx//vnebsZJZuaF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mwHL8eAw+fBiycpPTmDk7w2TZMlju2IGc779HQECAVq9fPz8zYmraU2tttGzZEl27dgVQdo28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\nmBUajFAoFAqFQjEr/w/vtU/mYuBHTgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10da59bd0>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `prettyplotlib` code"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.rgrids?"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\"\"\"\n",
      "Example of creating a radar chart (a.k.a. a spider or star chart) [1]_.\n",
      "\n",
      "Although this example allows a frame of either 'circle' or 'polygon', polygon\n",
      "frames don't have proper gridlines (the lines are circles instead of polygons).\n",
      "It's possible to get a polygon grid by setting GRIDLINE_INTERPOLATION_STEPS in\n",
      "matplotlib.axis to the desired number of vertices, but the orientation of the\n",
      "polygon is not aligned with the radial axes.\n",
      "\n",
      ".. [1] http://en.wikipedia.org/wiki/Radar_chart\n",
      "\"\"\"\n",
      "import prettyplotlib as ppl\n",
      "\n",
      "import numpy as np\n",
      "\n",
      "import matplotlib.pyplot as plt\n",
      "from matplotlib.path import Path\n",
      "from matplotlib.spines import Spine\n",
      "from matplotlib.projections.polar import PolarAxes\n",
      "from matplotlib.projections import register_projection\n",
      "\n",
      "\n",
      "def radar_factory(num_vars, frame='circle'):\n",
      "    \"\"\"Create a radar chart with `num_vars` axes.\n",
      "\n",
      "    This function creates a RadarAxes projection and registers it.\n",
      "\n",
      "    Parameters\n",
      "    ----------\n",
      "    num_vars : int\n",
      "        Number of variables for radar chart.\n",
      "    frame : {'circle' | 'polygon'}\n",
      "        Shape of frame surrounding axes.\n",
      "\n",
      "    \"\"\"\n",
      "    # calculate evenly-spaced axis angles\n",
      "    theta = 2*np.pi * np.linspace(0, 1-1./num_vars, num_vars)\n",
      "    # rotate theta such that the first axis is at the top\n",
      "    theta += np.pi/2\n",
      "\n",
      "    def draw_poly_patch(self):\n",
      "        verts = unit_poly_verts(theta)\n",
      "        return plt.Polygon(verts, closed=True, edgecolor='k')\n",
      "\n",
      "    def draw_circle_patch(self):\n",
      "        # unit circle centered on (0.5, 0.5)\n",
      "        return plt.Circle((0.5, 0.5), 0.5)\n",
      "\n",
      "    patch_dict = {'polygon': draw_poly_patch, 'circle': draw_circle_patch}\n",
      "    if frame not in patch_dict:\n",
      "        raise ValueError('unknown value for `frame`: %s' % frame)\n",
      "\n",
      "    class RadarAxes(PolarAxes):\n",
      "\n",
      "        name = 'radar'\n",
      "        # use 1 line segment to connect specified points\n",
      "        RESOLUTION = 1\n",
      "        # define draw_frame method\n",
      "        draw_patch = patch_dict[frame]\n",
      "\n",
      "        def fill(self, *args, **kwargs):\n",
      "            \"\"\"Override fill so that line is closed by default\"\"\"\n",
      "            closed = kwargs.pop('closed', True)\n",
      "            return super(RadarAxes, self).fill(closed=closed, *args, **kwargs)\n",
      "\n",
      "        def plot(self, *args, **kwargs):\n",
      "            \"\"\"Override plot so that line is closed by default\"\"\"\n",
      "            lines = super(RadarAxes, self).plot(*args, **kwargs)\n",
      "            for line in lines:\n",
      "                self._close_line(line)\n",
      "\n",
      "        def _close_line(self, line):\n",
      "            x, y = line.get_data()\n",
      "            # FIXME: markers at x[0], y[0] get doubled-up\n",
      "            if x[0] != x[-1]:\n",
      "                x = np.concatenate((x, [x[0]]))\n",
      "                y = np.concatenate((y, [y[0]]))\n",
      "                line.set_data(x, y)\n",
      "\n",
      "        def set_varlabels(self, labels):\n",
      "            self.set_thetagrids(theta * 180/np.pi, labels)\n",
      "\n",
      "        def _gen_axes_patch(self):\n",
      "            return self.draw_patch()\n",
      "\n",
      "        def _gen_axes_spines(self):\n",
      "            if frame == 'circle':\n",
      "                return PolarAxes._gen_axes_spines(self)\n",
      "            # The following is a hack to get the spines (i.e. the axes frame)\n",
      "            # to draw correctly for a polygon frame.\n",
      "\n",
      "            # spine_type must be 'left', 'right', 'top', 'bottom', or `circle`.\n",
      "            spine_type = 'circle'\n",
      "            verts = unit_poly_verts(theta)\n",
      "            # close off polygon by repeating first vertex\n",
      "            verts.append(verts[0])\n",
      "            path = Path(verts)\n",
      "\n",
      "            spine = Spine(self, spine_type, path)\n",
      "            spine.set_transform(self.transAxes)\n",
      "            return {'polar': spine}\n",
      "\n",
      "    register_projection(RadarAxes)\n",
      "    return theta\n",
      "\n",
      "\n",
      "def unit_poly_verts(theta):\n",
      "    \"\"\"Return vertices of polygon for subplot axes.\n",
      "\n",
      "    This polygon is circumscribed by a unit circle centered at (0.5, 0.5)\n",
      "    \"\"\"\n",
      "    x0, y0, r = [0.5] * 3\n",
      "    verts = [(r*np.cos(t) + x0, r*np.sin(t) + y0) for t in theta]\n",
      "    return verts\n",
      "\n",
      "\n",
      "def example_data():\n",
      "    #The following data is from the Denver Aerosol Sources and Health study.\n",
      "    #See  doi:10.1016/j.atmosenv.2008.12.017\n",
      "    #\n",
      "    #The data are pollution source profile estimates for five modeled pollution\n",
      "    #sources (e.g., cars, wood-burning, etc) that emit 7-9 chemical species.\n",
      "    #The radar charts are experimented with here to see if we can nicely\n",
      "    #visualize how the modeled source profiles change across four scenarios:\n",
      "    #  1) No gas-phase species present, just seven particulate counts on\n",
      "    #     Sulfate\n",
      "    #     Nitrate\n",
      "    #     Elemental Carbon (EC)\n",
      "    #     Organic Carbon fraction 1 (OC)\n",
      "    #     Organic Carbon fraction 2 (OC2)\n",
      "    #     Organic Carbon fraction 3 (OC3)\n",
      "    #     Pyrolized Organic Carbon (OP)\n",
      "    #  2)Inclusion of gas-phase specie carbon monoxide (CO)\n",
      "    #  3)Inclusion of gas-phase specie ozone (O3).\n",
      "    #  4)Inclusion of both gas-phase speciesis present...\n",
      "    data = {\n",
      "        'column names':\n",
      "            ['Sulfate', 'Nitrate', 'EC', 'OC1', 'OC2', 'OC3', 'OP', 'CO',\n",
      "             'O3'],\n",
      "        'Basecase':\n",
      "            [[0.88, 0.01, 0.03, 0.03, 0.00, 0.06, 0.01, 0.00, 0.00],\n",
      "             [0.07, 0.95, 0.04, 0.05, 0.00, 0.02, 0.01, 0.00, 0.00],\n",
      "             [0.01, 0.02, 0.85, 0.19, 0.05, 0.10, 0.00, 0.00, 0.00],\n",
      "             [0.02, 0.01, 0.07, 0.01, 0.21, 0.12, 0.98, 0.00, 0.00],\n",
      "             [0.01, 0.01, 0.02, 0.71, 0.74, 0.70, 0.00, 0.00, 0.00]],\n",
      "        'With CO':\n",
      "            [[0.88, 0.02, 0.02, 0.02, 0.00, 0.05, 0.00, 0.05, 0.00],\n",
      "             [0.08, 0.94, 0.04, 0.02, 0.00, 0.01, 0.12, 0.04, 0.00],\n",
      "             [0.01, 0.01, 0.79, 0.10, 0.00, 0.05, 0.00, 0.31, 0.00],\n",
      "             [0.00, 0.02, 0.03, 0.38, 0.31, 0.31, 0.00, 0.59, 0.00],\n",
      "             [0.02, 0.02, 0.11, 0.47, 0.69, 0.58, 0.88, 0.00, 0.00]],\n",
      "        'With O3':\n",
      "            [[0.89, 0.01, 0.07, 0.00, 0.00, 0.05, 0.00, 0.00, 0.03],\n",
      "             [0.07, 0.95, 0.05, 0.04, 0.00, 0.02, 0.12, 0.00, 0.00],\n",
      "             [0.01, 0.02, 0.86, 0.27, 0.16, 0.19, 0.00, 0.00, 0.00],\n",
      "             [0.01, 0.03, 0.00, 0.32, 0.29, 0.27, 0.00, 0.00, 0.95],\n",
      "             [0.02, 0.00, 0.03, 0.37, 0.56, 0.47, 0.87, 0.00, 0.00]],\n",
      "        'CO & O3':\n",
      "            [[0.87, 0.01, 0.08, 0.00, 0.00, 0.04, 0.00, 0.00, 0.01],\n",
      "             [0.09, 0.95, 0.02, 0.03, 0.00, 0.01, 0.13, 0.06, 0.00],\n",
      "             [0.01, 0.02, 0.71, 0.24, 0.13, 0.16, 0.00, 0.50, 0.00],\n",
      "             [0.01, 0.03, 0.00, 0.28, 0.24, 0.23, 0.00, 0.44, 0.88],\n",
      "             [0.02, 0.00, 0.18, 0.45, 0.64, 0.55, 0.86, 0.00, 0.16]]}\n",
      "    return data\n",
      "\n",
      "\n",
      "if __name__ == '__main__':\n",
      "    N = 9\n",
      "    theta = radar_factory(N, frame='polygon')\n",
      "\n",
      "    data = example_data()\n",
      "    spoke_labels = data.pop('column names')\n",
      "\n",
      "    fig = plt.figure(figsize=(12, 12))\n",
      "    fig.subplots_adjust(wspace=0.25, hspace=0.20, top=0.85, bottom=0.05)\n",
      "\n",
      "#     colors = ['b', 'r', 'g', 'm', 'y']\n",
      "    # Plot the four cases from the example data on separate axes\n",
      "    for n, title in enumerate(data.keys()):\n",
      "        ax = fig.add_subplot(2, 2, n+1, projection='radar')\n",
      "#         plt.rgrids([])\n",
      "        ax.set_title(title, weight='bold', size='medium', position=(0.5, 1.1),\n",
      "                     horizontalalignment='center', verticalalignment='center')\n",
      "        for d in data[title]:\n",
      "            ppl.plot(theta, d)\n",
      "            ax.fill(theta, d, alpha=0.25)\n",
      "        ax.grid(False)\n",
      "        ax.set_rticks([])\n",
      "        ax.set_varlabels(spoke_labels)\n",
      "\n",
      "    # add legend relative to top-left plot\n",
      "    plt.subplot(2, 2, 1)\n",
      "    labels = ('Factor 1', 'Factor 2', 'Factor 3', 'Factor 4', 'Factor 5')\n",
      "    legend = plt.legend(labels, loc=(0.9, .95), labelspacing=0.1)\n",
      "    plt.setp(legend.get_texts(), fontsize='small')\n",
      "\n",
      "    plt.figtext(0.5, 0.965, '5-Factor Solution Profiles Across Four Scenarios',\n",
      "                ha='center', color='black', weight='bold', size='large')\n",
      "    plt.show()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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gR48e2mV06dIl3zLefPPNkt1AZJRYRFOJyy2ir1y5ok2WLVu21I4WPK2IdnR0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\nI5qIiIiIyEYc0URERERENvo/l0cPHPJX9jAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10debd950>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax.spines"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "{'polar': <matplotlib.spines.Spine at 0x10e2ed290>}"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}